entityType = "role"
schemaVersion = "role.v1"
slug = "role-49-2097-00"
socCode = "49-2097.00"
title = "Audiovisual Equipment Installers and Repairers"
summary = "Install, repair, or adjust audio or television receivers, stereo systems, camcorders, video systems, or other electronic entertainment equipment in homes or other venues. May perform routine maintenance."
aliases = ["Electronic Tech (Electronic Technician)", "Home Theater Installer", "Installer", "Satellite Installer", "A/V Installation Tech (Audio Visual Installation Technician)", "A/V Installer (Audio Visual Installer)", "Field Service Tech (Field Service Technician)", "TV Analyzer (Television Analyzer)", "TV Repairman (Television Repairman)", "AV Repairer (Audio Video Repairer)", "Audio Installer", "Audio Video Installer"]
emergingTasks = []

[preparation]
jobZone = "3"
jobZoneName = "Job Zone Three: Medium Preparation Needed"
education = "Most occupations in this zone require training in vocational schools, related on-the-job experience, or an associate's degree."
experience = "Previous work-related skill, knowledge, or experience is required for these occupations. For example, an electrician must have completed three or four years of apprenticeship or several years of vocational training, and often must have passed a licensing exam, in order to perform the job."
svpRange = "(6.0 to < 7.0)"

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 38.35

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 14.43

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 12.18

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 5.23

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 2.27

[educationLevel]
category = "Postsecondary nondegree award"
slug = "postsecondary-nondegree-award"

[market]
medianWage = 50620
meanWage = 55740
pct10Wage = 36310
pct25Wage = 43330
pct75Wage = 63250
pct90Wage = 82150
employment = 22170
areaTitle = "U.S."

[industries]
count = 17

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 9750
medianWage = 48270
lq = 4.35

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 5710
medianWage = 56910
lq = 4.89

[[industries.top]]
naics = "238210"
slug = "238210"
title = "Electrical Contractors and Other Wiring Installation Contractors"
level = "National industry"
employment = 5160
medianWage = 58720
lq = 33.47

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 1510
medianWage = 50820
lq = 1.74

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1330
medianWage = 42120
lq = 2.09

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 1280
medianWage = 63240
lq = 0.83

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 750
medianWage = 58410
lq = 2.2

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 740
medianWage = 47120
lq = 0.57

[[industries.top]]
naics = "238290"
slug = "238290"
title = "Other Building Equipment Contractors"
level = "National industry"
employment = 540
medianWage = 44560
lq = 24.46

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 450
medianWage = 54750
lq = 1.08

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 260
medianWage = 58330
lq = 0.14

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 120
medianWage = 47410
lq = 0.32

[[industries.concentrated]]
naics = "238210"
slug = "238210"
title = "Electrical Contractors and Other Wiring Installation Contractors"
level = "National industry"
employment = 5160
lq = 33.47

[[industries.concentrated]]
naics = "238290"
slug = "238290"
title = "Other Building Equipment Contractors"
level = "National industry"
employment = 540
lq = 24.46

[[industries.concentrated]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 5710
lq = 4.89

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 9750
lq = 4.35

[[industries.concentrated]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 750
lq = 2.2

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1330
lq = 2.09

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 1510
lq = 1.74

[[industries.concentrated]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 450
lq = 1.08

[aiOutlook]
teleworkable = false
usageRelease = "2026-01-15-v4-plus-2025-03-27-v2"

[aiOutlook.index]
value = 34
percentile = 32
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 32
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 31
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 40
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.65
percentile = 55
band = "Moderate"
note = "A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking."

[aiOutlook.eloundou]
alpha = 0.19047619047619047
beta = 0.23809523809523808
gamma = 0.2857142857142857

[aiOutlook.bls]
growthPercent = 6.6
growthPercentile = 84
direction = "About average"
annualOpeningsThousands = 2.6
annualOpeningsPercentile = 34
employment2024Thousands = 24.6
employment2034Thousands = 26.3

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.571284
percentile = 32
band = "Low"
note = "How much this job's abilities overlap with what AI systems can do, across many AI capabilities. A relative research score, not a forecast of job loss."

[[aiOutlook.exposure]]
source = "eloundou_gamma"
label = "LLM task exposure, γ (OpenAI / Eloundou)"
value = 0.2857142857142857
percentile = 31
band = "Low"
note = "Share of this job's tasks where a large language model plus simple tools could cut the time to do them by at least half. γ is capped at 1.0 and many jobs reach that ceiling, so treat a top score as 'in the top group', not a precise rank."

[[aiOutlook.exposure]]
source = "microsoft_applicability"
label = "AI assistant applicability (Microsoft)"
value = 0.12389597197994737
percentile = 40
band = "Moderate"
note = "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."

[[aiOutlook.usageTasks]]
task = "Read and interpret electronic circuit diagrams, function block diagrams, specifications, engineering drawings, and service manuals."
usagePercent = 0.0352287713272722
importance = 3.91

[[aiOutlook.usageTasks]]
task = "Install, service, and repair electronic equipment or instruments such as televisions, radios, and videocassette recorders."
usagePercent = 0.023314667904637872
importance = 4.39

[[aiOutlook.usageTasks]]
task = "Tune or adjust equipment and instruments to obtain optimum visual or auditory reception, according to specifications, manuals, and drawings."
usagePercent = 0.002464986915027793
importance = 3.84

[[aiOutlook.usageTasks]]
task = "Instruct customers on the safe and proper use of equipment."
usagePercent = 0.0018487401862708444
importance = 3.97

[[aiOutlook.sources]]
source = "bls_employment_projections"
version = "2024-2034"

[[aiOutlook.sources]]
source = "dingel_neiman"
version = "dingel-neiman-workathome"

[[aiOutlook.sources]]
source = "felten_aioe"
version = "felten-raj-seamans-aioe"

[[aiOutlook.sources]]
source = "frey_osborne"
version = "frey-osborne-automation"

[[aiOutlook.sources]]
source = "microsoft_working_with_ai"
version = "working-with-ai"

[[aiOutlook.sources]]
source = "openai_gpts_are_gpts"
version = "gpts-are-gpts"

[aiPlaybook]
trustedTaskCount = 2
taskCount = 3
totalSample = 321
autonomyMedian = 3.5
dominantCollaboration = "learning"
automationShare = 52.68
augmentationShare = 33.89
workUsePercent = 5.03
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "learning"
percent = 33.89

[[aiPlaybook.collaboration]]
label = "directive"
percent = 32.55

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 20.13

[[aiPlaybook.useCase]]
label = "personal"
percent = 84.56

[[aiPlaybook.useCase]]
label = "coursework"
percent = 9.4

[[aiPlaybook.useCase]]
label = "work"
percent = 5.03

[[aiPlaybook.delegatedTasks]]
task = "Install, service, and repair electronic equipment or instruments such as televisions, radios, and videocassette recorders."
usagePercent = 0.02160270033754219
collaboration = "directive"
autonomyMedian = 4
sampleCount = 216

[[aiPlaybook.delegatedTasks]]
task = "Read and interpret electronic circuit diagrams, function block diagrams, specifications, engineering drawings, and service manuals."
usagePercent = 0.008201025128141018
collaboration = "learning"
autonomyMedian = 3
sampleCount = 82

[[aiPlaybook.boundaryTasks]]
task = "Install, service, and repair electronic equipment or instruments such as televisions, radios, and videocassette recorders."
humanNeededPercent = 97.22222222222221
sampleCount = 216

[[aiPlaybook.boundaryTasks]]
task = "Read and interpret electronic circuit diagrams, function block diagrams, specifications, engineering drawings, and service manuals."
humanNeededPercent = 86.58536585365853
sampleCount = 82

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: install, service, and repair electronic equipment or instruments such as televisions, radios, and videocassette recorders. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to read and interpret electronic circuit diagrams, function block diagrams, specifications, engineering drawings, and service manuals, then check my work as I try it myself."
collaboration = "learning"

[counts]
tasks = 11
skills = 33
capabilities = 120
tools = 5
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "44cd968016ae4bfc"

[[tasks]]
text = "Install, service, and repair electronic equipment or instruments such as televisions, radios, and videocassette recorders."
type = "Core"
iwa = "4.A.3.a.2.t"

[[tasks]]
text = "Compute cost estimates for labor and materials."
type = "Supplemental"
iwa = "4.A.1.b.3.b"

[[tasks]]
text = "Calibrate and test equipment, and locate circuit and component faults, using hand and power tools and measuring and testing instruments such as resistance meters and oscilloscopes."
type = "Core"
iwa = "4.A.1.b.2.l"

[[tasks]]
text = "Confer with customers to determine the nature of problems or to explain repairs."
type = "Core"
iwa = "4.A.4.a.2.j"

[[tasks]]
text = "Position or mount speakers, and wire speakers to consoles."
type = "Core"
iwa = "4.A.3.a.2.t"

[[tasks]]
text = "Instruct customers on the safe and proper use of equipment."
type = "Core"
iwa = "4.A.4.b.3.e"

[[tasks]]
text = "Make service calls to repair units in customers' homes, or return units to shops for major repairs."
type = "Core"
iwa = "4.A.3.a.4.a"

[[tasks]]
text = "Read and interpret electronic circuit diagrams, function block diagrams, specifications, engineering drawings, and service manuals."
type = "Core"
iwa = "4.A.1.a.1.b"

[[tasks]]
text = "Tune or adjust equipment and instruments to obtain optimum visual or auditory reception, according to specifications, manuals, and drawings."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Keep records of work orders and test and maintenance reports."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Disassemble entertainment equipment and repair or replace loose, worn, or defective components and wiring, using hand tools and soldering irons."
type = "Core"
iwa = "4.A.3.a.2.s"

[[activities]]
name = "Disassemble equipment for maintenance or repair."
iwa = "4.A.3.a.2.s"

[[activities]]
name = "Repair electronic equipment."
iwa = "4.A.3.b.5.b"

[[activities]]
name = "Install audio or communications equipment."
iwa = "4.A.3.a.2.t"

[[activities]]
name = "Test electrical circuits or components for proper functioning."
iwa = "4.A.1.b.2.l"

[[activities]]
name = "Calibrate equipment to specifications."
iwa = "4.A.3.a.2.i"

[[activities]]
name = "Confer with customers or users to assess problems."
iwa = "4.A.4.a.2.j"

[[activities]]
name = "Adjust equipment to ensure optimal performance."
iwa = "4.A.3.a.2.i"

[[activities]]
name = "Train customers in the use of products."
iwa = "4.A.4.b.3.e"

[[activities]]
name = "Estimate costs for labor or materials."
iwa = "4.A.1.b.3.b"

[[activities]]
name = "Read technical information needed to perform maintenance or repairs."
iwa = "4.A.1.a.1.b"

[[activities]]
name = "Interpret blueprints, specifications, or diagrams to inform installation, development or operation activities."
iwa = "4.A.1.a.1.b"

[[activities]]
name = "Maintain repair or maintenance records."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Travel to work sites to perform installation, repair or maintenance work."
iwa = "4.A.3.a.4.a"

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 4.26

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.11

[[capabilities]]
name = "Troubleshooting"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Repairing"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 3.62

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.62

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.5

[[capabilities]]
name = "Visualization"
family = "ability"
value = 3.5

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Installation"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Equipment Maintenance"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Telecommunications"
family = "knowledge"
value = 3.32

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.27

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.25

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.25

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.25

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3.25

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 3.25

[[capabilities]]
name = "Visual Color Discrimination"
family = "ability"
value = 3.25

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.23

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.2

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.12

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.12

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.12

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.12

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.12

[[capabilities]]
name = "Hearing Sensitivity"
family = "ability"
value = 3.12

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.12

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.12

[[capabilities]]
name = "Building and Construction"
family = "knowledge"
value = 3.07

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Equipment Selection"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3

[[skills]]
name = "Finger Dexterity"
type = "Common Skill"

[[skills]]
name = "Visualization"
type = "Specialized Skill"

[[skills]]
name = "Installation"
type = "Specialized Skill"

[[skills]]
name = "Equipment Maintenance"
type = "Specialized Skill"

[[skills]]
name = "Complex Problem Solving"
type = "Common Skill"

[[skills]]
name = "Telecommunications"
type = "Specialized Skill"

[[skills]]
name = "Information Ordering"
type = "Specialized Skill"

[[skills]]
name = "Deductive Reasoning"
type = "Common Skill"

[[skills]]
name = "English Language"
type = "Common Skill"

[[skills]]
name = "Speech Recognition"
type = "Specialized Skill"

[[skills]]
name = "Reading Comprehension"
type = "Common Skill"

[[skills]]
name = "Inductive Reasoning"
type = "Common Skill"

[[skills]]
name = "Critical Thinking"
type = "Common Skill"

[[skills]]
name = "Active Listening"
type = "Common Skill"

[[skills]]
name = "Time Management"
type = "Common Skill"

[[skills]]
name = "Microsoft Word"
type = "Common Skill"

[[skills]]
name = "Microsoft Excel"
type = "Common Skill"

[[skills]]
name = "Equipment Selection"
type = "Specialized Skill"

[[skills]]
name = "Mathematics"
type = "Common Skill"

[[skills]]
name = "Systems Analysis"
type = "Specialized Skill"

[[skills]]
name = "Active Learning"
type = "Common Skill"

[[skills]]
name = "Writing"
type = "Common Skill"

[[skills]]
name = "Social Perceptiveness"
type = "Common Skill"

[[skills]]
name = "Instructing"
type = "Specialized Skill"

[[skills]]
name = "Learning Strategies"
type = "Specialized Skill"

[[skills]]
name = "Depth Perception"
type = "Common Skill"

[[skills]]
name = "Negotiation"
type = "Common Skill"

[[skills]]
name = "Physics"
type = "Specialized Skill"

[[skills]]
name = "Geography"
type = "Specialized Skill"

[[skills]]
name = "Psychology"
type = "Specialized Skill"

[[skills]]
name = "Foreign Language"
type = "Common Skill"

[[skills]]
name = "Chemistry"
type = "Specialized Skill"

[[skills]]
name = "Biology"
type = "Specialized Skill"

[[tools]]
example = "Microsoft Excel"
category = "Spreadsheet software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Office software"
category = "Office suite software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Word"
category = "Word processing software"
hot = true
inDemand = false

[[tools]]
example = "Audio calibration software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Global positioning system GPS software"
category = "Mobile location based services software"
hot = false
inDemand = false

[[workContext]]
name = "Telephone Conversations"
value = 4.78

[[workContext]]
name = "E-Mail"
value = 4.58

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.48

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.47

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.17

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.12

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.97

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.93

[[workContext]]
name = "Spend Time Standing"
value = 3.93

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.89

[[workContext]]
name = "Time Pressure"
value = 3.82

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3.78

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.76

[[workContext]]
name = "Physical Proximity"
value = 3.71

[[workContext]]
name = "Contact With Others"
value = 3.62

[[workContext]]
name = "Exposed to Contaminants"
value = 3.61

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.56

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.5

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.49

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 3.47

[[workContext]]
name = "Written Letters and Memos"
value = 3.42

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.36

[[workContext]]
name = "Spend Time Climbing Ladders, Scaffolds, or Poles"
value = 3.25

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 3.25

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.2

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.18

[[workContext]]
name = "Outdoors, Under Cover"
value = 3.11

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.01

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.95

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.94

[[workContext]]
name = "Level of Competition"
value = 2.92

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 2.88

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.87

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.83

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.79

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.79

[[workContext]]
name = "Frequency of Decision Making"
value = 2.79

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.74

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.69

[[workContext]]
name = "Exposed to High Places"
value = 2.63

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.85

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 6.33

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.61

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 4.24

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 3.27

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.62

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 2.53

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.37

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.19

[[personFit]]
name = "Music"
family = "specific_interest_area"
value = 2.02

[[personFit]]
name = "Media"
family = "specific_interest_area"
value = 1.76

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 1.76

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 1.68

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 1.66

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 1.64

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 1.6

[[relatedRoles]]
socCode = "49-2022.00"
slug = "role-49-2022-00"
title = "Telecommunications Equipment Installers and Repairers, Except Line Installers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "49-2021.00"
slug = "role-49-2021-00"
title = "Radio, Cellular, and Tower Equipment Installers and Repairers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "49-9052.00"
slug = "role-49-9052-00"
title = "Telecommunications Line Installers and Repairers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "49-2094.00"
slug = "role-49-2094-00"
title = "Electrical and Electronics Repairers, Commercial and Industrial Equipment"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "49-2096.00"
slug = "role-49-2096-00"
title = "Electronic Equipment Installers and Repairers, Motor Vehicles"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "49-2011.00"
slug = "role-49-2011-00"
title = "Computer, Automated Teller, and Office Machine Repairers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "27-4011.00"
slug = "role-27-4011-00"
title = "Audio and Video Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-2093.00"
slug = "role-49-2093-00"
title = "Electrical and Electronics Installers and Repairers, Transportation Equipment"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-9061.00"
slug = "role-49-9061-00"
title = "Camera and Photographic Equipment Repairers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-2098.00"
slug = "role-49-2098-00"
title = "Security and Fire Alarm Systems Installers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2072.00"
slug = "role-17-2072-00"
title = "Electronics Engineers, Except Computer"
tier = "Supplemental"

[[relatedRoles]]
socCode = "27-4012.00"
slug = "role-27-4012-00"
title = "Broadcast Technicians"
tier = "Supplemental"

[[careerClusters]]
cluster = "Arts, Entertainment, & Design"
slug = "arts-entertainment-design"

[[studyPrograms]]
title = "Mechanic and Repair Technologies/Technicians"
slug = "mechanic-and-repair-technologies-technicians"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.65
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.571284
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.0489165
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.7303536
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
